CLIBE: Precise Cluster-Level I/O Bandwidth Enforcement in Distributed File System. - Ningxin Zheng; Quan Chen 002; Chen Chen 067; Minyi Guo (HPCC/SmartCity/DSS, 2018)

POSTER: Precise Capacity Planning for Database Public Clouds. - Ningxin Zheng; Quan Chen 002; Yong Yang; Jin Li; Wenli Zheng; Minyi Guo (PACT, 2019)

URSA: Precise Capacity Planning and Contention-aware Scheduling for Public Clouds. - Ningxin Zheng; Quan Chen 002; Yong Yang; Wei Zhang 149; Jin Li; Wenli Zheng; Minyi Guo (CoRR, 2019)

URSA: Precise Capacity Planning and Fair Scheduling based on Low-level Statistics for Public Clouds. - Wei Zhang 149; Ningxin Zheng; Quan Chen 002; Yong Yang; Zhuo Song; Tao Ma 006; Jingwen Leng; Minyi Guo (ICPP, 2020)

Towards QoS-Aware and Resource-Efficient GPU Microservices Based on Spatial Multitasking GPUs In Datacenters. - Wei Zhang 149; Quan Chen 002; Kaihua Fu; Ningxin Zheng; Zhiyi Huang 001; Jingwen Leng; Chao Li 009; Wenli Zheng; Minyi Guo (CoRR, 2020)

CHARM: Collaborative Host and Accelerator Resource Management for GPU Datacenters. - Wei Zhang 149; Kaihua Fu; Ningxin Zheng; Quan Chen 002; Chao Li 009; Wenli Zheng; Minyi Guo (ICCD, 2021)

nn-Meter: towards accurate latency prediction of deep-learning model inference on diverse edge devices. - Li Lyna Zhang; Shihao Han; Jianyu Wei; Ningxin Zheng; Ting Cao; Yuqing Yang 001; Yunxin Liu 001 (MobiSys, 2021)

Enable simultaneous DNN services based on deterministic operator overlap and precise latency prediction. - Weihao Cui; Han Zhao 005; Quan Chen 002; Ningxin Zheng; Jingwen Leng; Jieru Zhao; Zhuo Song; Tao Ma 006; Yong Yang; Chao Li 009; Minyi Guo (SC, 2021)

Full-Cycle Energy Consumption Benchmark for Low-Carbon Computer Vision. - Bo Li 080; Xinyang Jiang; Donglin Bai; Yuge Zhang; Ningxin Zheng; Xuanyi Dong; Lu Liu 019; Yuqing Yang 001; Dongsheng Li 002 (CoRR, 2021)

nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices. - Li Lyna Zhang; Shihao Han; Jianyu Wei; Ningxin Zheng; Ting Cao; Yunxin Liu 001 (GetMobile Mob. Comput. Commun., 2021)

Astraea: towards QoS-aware and resource-efficient multi-stage GPU services. - Wei Zhang 149; Quan Chen 002; Kaihua Fu; Ningxin Zheng; Zhiyi Huang 001; Jingwen Leng; Minyi Guo (ASPLOS, 2022)

SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute. - Ningxin Zheng; Bin Lin; Quanlu Zhang; Lingxiao Ma; Yuqing Yang 001; Fan Yang 024; Yang Wang 053; Mao Yang 004; Lidong Zhou (OSDI, 2022)

QoS-Aware Irregular Collaborative Inference for Improving Throughput of DNN Services. - Kaihua Fu; Jiuchen Shi; Quan Chen 002; Ningxin Zheng; Wei Zhang 149; Deze Zeng; Minyi Guo (SC, 2022)

Online Video Super-Resolution with Convolutional Kernel Bypass Graft. - Jun Xiao 010; Xinyang Jiang; Ningxin Zheng; Huan Yang 005; Yifan Yang 004; Yuqing Yang 001; Dongsheng Li 002; Kin-Man Lam 001 (CoRR, 2022)

Toward QoS-Awareness and Improved Utilization of Spatial Multitasking GPUs. - Wei Zhang 149; Quan Chen 002; Ningxin Zheng; Weihao Cui; Kaihua Fu; Minyi Guo (IEEE Trans. Computers, 2022)

EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention. - Xinyu Liu 001; Houwen Peng; Ningxin Zheng; Yuqing Yang 001; Han Hu 001; Yixuan Yuan (CVPR, 2023)

SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference. - Xudong Wang; Li Lyna Zhang; Jiahang Xu; Quanlu Zhang; Yujing Wang; Yuqing Yang 001; Ningxin Zheng; Ting Cao; Mao Yang 004 (ICCV, 2023)

Efficient GPU Kernels for N: M-Sparse Weights in Deep Learning. - Bin Lin; Ningxin Zheng; Lei Wang 222; Shijie Cao; Lingxiao Ma; Quanlu Zhang; Yi Zhu; Ting Cao; Jilong Xue; Yuqing Yang 001; Fan Yang 024 (MLSys, 2023)

Optimizing Dynamic Neural Networks with Brainstorm. - Weihao Cui; Zhenhua Han; Lingji Ouyang; Yichuan Wang 002; Ningxin Zheng; Lingxiao Ma; Yuqing Yang 001; Fan Yang 024; Jilong Xue; Lili Qiu; Lidong Zhou; Quan Chen 002; et al. (OSDI, 2023)

PIT: Optimization of Dynamic Sparse Deep Learning Models via Permutation Invariant Transformation. - Ningxin Zheng; Huiqiang Jiang; Quanlu Zhang; Zhenhua Han; Lingxiao Ma; Yuqing Yang 001; Fan Yang 024; Chengruidong Zhang; Lili Qiu; Mao Yang 004; Lidong Zhou (SOSP, 2023)

SparDA: Accelerating Dynamic Sparse Deep Neural Networks via Sparse-Dense Transformation. - Ningxin Zheng; Huiqiang Jiang; Quanlu Zhang; Zhenhua Han; Yuqing Yang 001; Lingxiao Ma; Fan Yang 024; Lili Qiu; Mao Yang 004; Lidong Zhou (CoRR, 2023)

Online Video Streaming Super-Resolution with Adaptive Look-Up Table Fusion. - Guanghao Yin; Xinyang Jiang; Shan Jiang; Zhenhua Han; Ningxin Zheng; Huan Yang 005; Donglin Bai; Haisheng Tan; Shouqian Sun; Yuqing Yang 001; Dongsheng Li 002; Lili Qiu (CoRR, 2023)

Online Video Super-Resolution With Convolutional Kernel Bypass Grafts. - Jun Xiao 010; Xinyang Jiang; Ningxin Zheng; Huan Yang 005; Yifan Yang 004; Yuqing Yang 001; Dongsheng Li 002; Kin-Man Lam 001 (IEEE Trans. Multim., 2023)

Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation. - Lei Wang 222; Lingxiao Ma; Shijie Cao; Quanlu Zhang; Jilong Xue; Yining Shi 001; Ningxin Zheng; Ziming Miao; Fan Yang 024; Ting Cao; Yuqing Yang 001; Mao Yang 004 (OSDI, 2024)

FLUX: Fast Software-based Communication Overlap On GPUs Through Kernel Fusion. - Li-Wen Chang; Wenlei Bao; Qi Hou; Chengquan Jiang; Ningxin Zheng; Yinmin Zhong; Xuanrun Zhang; Zuquan Song; Ziheng Jiang; Haibin Lin; Xin Jin 008; Xin Liu 086 (CoRR, 2024)

ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference. - Hanshi Sun; Li-Wen Chang; Wenlei Bao; Size Zheng 001; Ningxin Zheng; Xin Liu 086; Harry Dong; Yuejie Chi; Beidi Chen (CoRR, 2024)

Online Streaming Video Super-Resolution With Convolutional Look-Up Table. - Guanghao Yin; Zefan Qu; Xinyang Jiang; Shan Jiang; Zhenhua Han; Ningxin Zheng; Huan Yang 005; Xiaohong Liu 001; Yuqing Yang 001; Dongsheng Li 002; Lili Qiu (IEEE Trans. Image Process., 2024)

Comet: Fine-grained Computation-communication Overlapping for Mixture-of-Experts. - Shulai Zhang; Ningxin Zheng; Haibin Lin; Ziheng Jiang; Wenlei Bao; Chengquan Jiang; Qi Hou; Weihao Cui; Size Zheng 001; Li-Wen Chang; Quan Chen 002; Xin Liu 086 (CoRR, 2025)

TileLink: Generating Efficient Compute-Communication Overlapping Kernels using Tile-Centric Primitives. - Size Zheng 001; Jin Fang; Xuegui Zheng; Qi Hou; Wenlei Bao; Ningxin Zheng; Ziheng Jiang; Dongyang Wang; Jianxi Ye; Haibin Lin; Li-Wen Chang; Xin Liu 086 (CoRR, 2025)

Triton-distributed: Programming Overlapping Kernels on Distributed AI Systems with the Triton Compiler. - Size Zheng 001; Wenlei Bao; Qi Hou; Xuegui Zheng; Jin Fang; Chenhui Huang; Tianqi Li; Haojie Duanmu; Renze Chen; Ruifan Xu; Yifan Guo; Ningxin Zheng; et al. (CoRR, 2025)

MegaScale-MoE: Large-Scale Communication-Efficient Training of Mixture-of-Experts Models in Production. - Chao Jin; Ziheng Jiang; Zhihao Bai; Zheng Zhong; Juncai Liu; Xiang Li 067; Ningxin Zheng; Xi Wang; Cong Xie; Qi Huang; Wen Heng; Yiyuan Ma; et al. (CoRR, 2025)